Peter Battaglia @PeterWBattaglia
Research Scientist, DeepMind scholar.google.com/citations?user… Joined October 2013-
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Trained on four decades of historical data, #GraphCast from @GoogleDeepMind is an #AI model that predicts global weather with greater speed and accuracy compared with traditional approaches. Learn more in Science's last issue of 2023: scim.ag/5hf
Passionate in AI for Science, generative models and GNNs/Transformers? I'm looking for a PhD student with experience in these areas for an internship @GoogleDeepMind to revolutionize cyclone forecasting. Apply at shorturl.at/fivV6 by EOD tomorrow (Dec 15) and ping me!
Announcing MetNet-3, the first AI weather model to learn from sparse observations and outperform the top operational systems up to 24 hours ahead at high resolutions. A portion of its forecasts are now available across various Google products. Learn more→ goo.gle/40ljd2Y
WeatherBench 2 is out! Its aim is to support the ongoing AI revolution in numerical weather prediction by make data access and evaluation easy. Paper: arxiv.org/abs/2308.15560 Code: github.com/google-researc… Blog 👇 1/
WeatherBench 2 is out! Its aim is to support the ongoing AI revolution in numerical weather prediction by make data access and evaluation easy. Paper: arxiv.org/abs/2308.15560 Code: github.com/google-researc… Blog 👇 1/
Following the launch of MetNet-2 in the US, it's super rewarding to see MetNet-3's hyperlocal and hyper frequent forecasts surfaced all over Europe in 10s of languages directly on Google Search! (Danish example below) 🧵
We'll close applications on Tues (July 4)--feel free to reach out to me if you're on fence or want more info
We'll close applications on Tues (July 4)--feel free to reach out to me if you're on fence or want more info
We're hiring a Research Engineer on the Structured Intelligence team at @DeepMind. If you have expertise in learning simulation, GNNs, or ML for sustainability and science, please apply here: boards.greenhouse.io/deepmind/jobs/…
I won't be able to do justice to what transpired at our symposium yesterday, but here is the TLDR: Excited ! @neuro_kim told us about how one uses #ML to predict rigid body dynamics (which people thought was not possible before)! And adding noise to the data actually help?!
Excited to share SlotFormer! slotformer.github.io SlotFormer provides a simple recipe for visual simulation from pixels: 1) Learn a slot-based representation of a video 2) Simulate slot dynamics using a Transformer (Led by @Dazitu_616, to be presented at ICLR 2023) 1/6
We're hiring a Research Engineer on the Structured Intelligence team at @DeepMind. If you have expertise in learning simulation, GNNs, generative models, or ML for the sciences, please apply here: boards.greenhouse.io/deepmind/jobs/…
If you're interested in working with us at @DeepMind, at the interface of machine learning, climate, and sustainability, please apply! boards.greenhouse.io/deepmind/jobs/…
We're hiring interns on the Structured Intelligence team at @DeepMind. If you're interested in richly structured data, representations and computations, eg., learning simulation, GNNs, probabilistic generative models, etc, please apply-
We're hiring interns on the Structured Intelligence team at @DeepMind. If you're interested in richly structured data, representations and computations, eg., learning simulation, GNNs, probabilistic generative models, etc, please apply-
The best GNNs for molecular property prediction from 3D structures usually don't use pre-training. Why not? We show that pre-training via denoising structures gives SOTA results. Paper📄: arxiv.org/abs/2206.00133 Code💻: bit.ly/3DzkKZO Poster🖼️: bit.ly/3BqyuU5
Piloto et al. introduce a #DeepLearning system which is able to learn basic rules of the physical world, such as object solidity and persistence @EncodeThis @PeterWBattaglia @DeepMind 📃: buff.ly/3OXdWIh News & Views: buff.ly/3AWoe7F
I’m hiring a Research Scientist to work on anymodal architectures and representation learning! If you’re interested in building systems for all the world’s data 📷⚗️🎙️📚🔬, please apply to @DeepMind's RS London role and mention you’d like to work with me boards.greenhouse.io/deepmind/jobs/…
We have a paper in ICLR! The title is “Learned Coarse Models for Efficient Turbulence Simulation.” We wanted to see if we could train general-purpose ML models to predict turbulent dynamics accurately at low spatial and temporal resolutions (1/n).
Petar Veličković @PetarV_93
30K Followers 556 Following Staff Research Scientist @GoogleDeepMind | Affiliated Lecturer @Cambridge_Uni | Associate @clarehall_cam | GDL Scholar @ELLISforEurope. Monoids. 🇷🇸🇲🇪🇧🇦Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeVMichael Black @Michael_J_Black
58K Followers 638 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.David Pfau @pfau
22K Followers 1K Following Knowledge manifests itself in radiant dreams that shimmer like the wild sun Views are my own pfau at sigmoid dot social on 🦣 https://t.co/xqtVHHVI17 on 🦋yobibyte @y0b1byte
15K Followers 2K Following Kurin ViTaly, senior research scientist @IsomorphicLabs, ML PhD from @UniofOxford on RL, Multitask learning & GraphsEric Jang @ericjang11
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43 Followers 46 FollowingInterstellar Species .. @InterstellarJiv
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3 Followers 162 Following HI, I am Vimal and I am studying in SRM UNIVERSITY Ramapuram CSEAlex Quistberg @aquistbe
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21 Followers 84 FollowingKendall Shaw @kendallmav
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11 Followers 107 FollowingMuhammed Topiwala @muhammedhunaid
12 Followers 40 Following Reads and writes code and asks every time "Can we do better?"Petar Veličković @PetarV_93
30K Followers 556 Following Staff Research Scientist @GoogleDeepMind | Affiliated Lecturer @Cambridge_Uni | Associate @clarehall_cam | GDL Scholar @ELLISforEurope. Monoids. 🇷🇸🇲🇪🇧🇦Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeVMichael Black @Michael_J_Black
58K Followers 638 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.yobibyte @y0b1byte
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79K Followers 122 Following Associate Professor at UC Berkeley Co-founder, Physical IntelligenceKevin Patrick Murphy @sirbayes
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21K Followers 3K Following Deep learner at FAIR. Into codegen, equivariance, generative models. Spent time at Qualcomm, Scyfer (acquired), UvA, Deepmind, OpenAI.NeurIPS Conference @NeurIPSConf
111K Followers 35 Following New Orleans, Dec 10-16, 23. https://t.co/ga8aOw615g Tweets to this account are not monitored. Please send feedback to [email protected].Miles Cranmer @MilesCranmer
12K Followers 903 Following Assistant Prof @Cambridge_Uni, works on AI for the physical sciences. Previously: Flatiron, DeepMind, Princeton, McGill.Max Welling @wellingmax
32K Followers 428 FollowingKyle Cranmer @KyleCranmer
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166K Followers 82 Following VP of Research & Deep Learning Lead, Google DeepMind. Gemini co-lead. Past: AlphaStar, AlphaFold, AlphaCode, WaveNet, seq2seq, distillation, TF.Sander Dieleman @sedielem
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36K Followers 774 Following FR/US/GB AI/ML Person, Director of Research at @GoogleDeepMind, Honorary Professor at @UCL_DARK, @ELLISforEurope Fellow. All posts are personal.Zachary Lipton @zacharylipton
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3K Followers 1K Following Research Scientist @ Google DeepMind ⚡ ML, Geometric DL, Learn2Simulate ⚡ LDN ⬅️ AMS ⬅️ LDN ⬅️ CAM ⚡ British-Indonesian ⚡ he/him/whomst 🏳️🌈 ⚡ Views my ownAssaad Razzouk @AssaadRazzouk
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1.3M Followers 2K Following Live straight out of Bucha Buy Me a Coffee: https://t.co/2jsZNdSj2u Also find me on BlueSky: https://t.co/rqus6D0CZdGeoConfirmed @GeoConfirmed
182K Followers 200 Following Map and Investigations = https://t.co/fKEp7FqbhI Managed by volunteers. Data shared with @Cen4InfoRes and @Bellingcat You can help us: https://t.co/9JWTu6EMRrSimon Evans @DrSimEvans
87K Followers 4K Following Press Gazette energy & environment journalist of the year 2022 Deputy Editor + Senior Policy Editor @CarbonBrief DMs open [email protected]Rep. Eric Swalwell @RepSwalwell
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165K Followers 969 Following Head of Research @Bustle, Co-host @thefive, defender of Democrats, and Cleo’s mom most importantlyThe Good Liars @TheGoodLiars
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223K Followers 2K Following Scientist/Author; Presidential Distinguished Professor/Director Center for Science, Sustainability & the Media, U Penn; Nat Academy of Sciences; Tyler PrizeProf. Stefan Rahmstor.. @rahmstorf
164K Followers 282 Following Head of Earth System Analysis @ Potsdam Institute for Climate Impact Research & professor of Physics of the Oceans @ Potsdam University. Dad. Opinions my own!Chuck Schumer @SenSchumer
3.5M Followers 23K Following Official Account of Senator Chuck Schumer, New York’s Senator and the Senate Majority Leader.Bill McGuire @ProfBillMcGuire
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556 Followers 2K Following PhD student @CNRS @cefemontpellier working on Pyrogeography 🔥 and Ecophysiology 🌳 with @ird_fr @ademe 🇫🇷 @firEUrisk 🇪🇺 #ForestFire #RemoteSensing #EcologyJohannes Brandstetter @jo_brandstetter
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I see a lot of people posting false information about AI weather models like ECMWF-AIFS and GraphCast. This is brand new technology, so misunderstandings are to be expected. I'll try to explain how they work in way that is simplified and easy to understand. This is a bit…
@ERICSORENSEN @housescience Awesome. I'll draft a short writeup over the next few business days and forward it to your office. Thanks!
@housescience is holding a super interesting hearing right now on how to improve the US' competitiveness in weather forecasting science.house.gov/hearings?Conte…
For the record: Gemini's insistence on producing diverse images of people is a slightly glitchy feature, not a bug. If ahistorical images bother you much more than the myriad other generative AI issues, maybe this would be a good opportunity for self-reflection...
I’m not sure that maximizing likelihood of pixels is enough to force the model to reliably learn precise physics, as opposed to plausible dynamic visual texture - there is no pressure to find causal, compressed explanations of the data. Need MDL ?
I see some vocal objections: "Sora is not learning physics, it's just manipulating pixels in 2D". I respectfully disagree with this reductionist view. It's similar to saying "GPT-4 doesn't learn coding, it's just sampling strings". Well, what transformers do is just manipulating…
There's a lot of speculation about whether OpenAI's video generation model Sora has a 'physics engine' (bolstered by OAI's own claims about 'world simulation'). Like the debate about world models in LLMs, this question is both genuinely interesting and somewhat ill-defined. 🧵1/
Multiply by several million, and support for Biden's policies is probably significantly lower than it seems. Israel's supporters are bot-like in their loudness, whereas many who disapprove of their tactics are too intimidated to speak up. They'll show it when they vote though.
Watters: You say people don't want to be involved in the Trump Organization. Jessica: His name has been ripped off all of the buildings along the west side highway. These people don't want to live in something with the man's name on it.
New open source release from my team at Google: Dinosaur, a differentiable dynamical core for global atmospheric modeling, written in JAX: github.com/google-researc… Dinosaur is a core component of NeuralGCM and we hope it is useful for the weather/climate research community.
@DrJimFan This image is the picture of violations of Physics. It clearly has not learned much of Physics.
What if I told you that _today_, for less than the cost of one cup of Dunkin Donuts coffee, you could have a 10-day AI-NWP forecast initialized from the GFS(/GDAS) within 10 minutes of the data being posted on NOMADS?
None of this would be possible w/o the incredible efforts of @ECMWF and @CopernicusECMWF reanalysis team. ERA5 is the most advanced re-analysis of the Earth's weather and climate from 1940-2023. In the coming years, ERA6 and ERA7 will push the boundaries of these A.I.…
This inference was initialized from ERA5 analysis on Sept 5, 2023 at 12Z but matches the real-time ECMWF IFS version, too. How about Google's GraphCast? Only a 10-day forecast here, but note the more intense Hurricane winds and lower central pressure. Lee looks to be heading…
Trained on four decades of historical data, #GraphCast from @GoogleDeepMind is an #AI model that predicts global weather with greater speed and accuracy compared with traditional approaches. Learn more in Science's last issue of 2023: scim.ag/5hf
Please spread in your circles 🙏🏾 Great intern role for anyone interested in weather and machine learning and in particular on cyclones and to be part of our weather ML group. Plus Ferran is amazing to work with 🚀🌍🌀
Passionate in AI for Science, generative models and GNNs/Transformers? I'm looking for a PhD student with experience in these areas for an internship @GoogleDeepMind to revolutionize cyclone forecasting. Apply at shorturl.at/fivV6 by EOD tomorrow (Dec 15) and ping me!
Passionate in AI for Science, generative models and GNNs/Transformers? I'm looking for a PhD student with experience in these areas for an internship @GoogleDeepMind to revolutionize cyclone forecasting. Apply at shorturl.at/fivV6 by EOD tomorrow (Dec 15) and ping me!
Beauty of GraphCast global jet stream level winds at 10 days. A.I. trained on reanalysis is everything I love about meteorology and numerical weather prediction. Like a kid in a candy store.
Life update: after four enriching years at @BAS_News, I'm thrilled to share that I’m joining @GoogleDeepMind as a Research Engineer in the brilliant team behind #GraphCast. Very excited to work on AI for environment & sustainability problems like weather forecasting!
Presenting GraphCast: our state-of-the-art AI model delivering 10-day weather forecasts with unprecedented accuracy in under one minute. 🌦️ It can even help predict the potential paths of cyclones further into the future. Here's how it works. 🧵 dpmd.ai/presenting-gra…
So ai-models-for-all is easily the most well-received code/project I've ever released. Thanks for all the encouraging comments the past few days! Two big targets for next steps are a post-processing workflow (auto-gen a forecast maps webpage!) and initializing with GDAS.